bycycle Dataset
Versions
v3
2022-07-14 6:17pm
Generated on Jul 14, 2022
Popular Download Formats
YOLOv11
TXT annotations and YAML config used with YOLOv11.
YOLOv9
TXT annotations and YAML config used with YOLOv9.
YOLOv8
TXT annotations and YAML config used with YOLOv8.
YOLOv5
TXT annotations and YAML config used with YOLOv5.
YOLOv7
TXT annotations and YAML config used with YOLOv7.
COCO JSON
COCO JSON annotations are used with EfficientDet Pytorch and Detectron 2.
YOLO Darknet
Darknet TXT annotations used with YOLO Darknet (both v3 and v4) and YOLOv3 PyTorch.
Pascal VOC XML
Common XML annotation format for local data munging (pioneered by ImageNet).
TFRecord
TFRecord binary format used for both Tensorflow 1.5 and Tensorflow 2.0 Object Detection models.
PaliGemma
PaliGemma JSONL format used for fine-tuning PaliGemma, Google's open multimodal vision model.
CreateML JSON
CreateML JSON format is used with Apple's CreateML and Turi Create tools.
Other Formats
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945 Total Images
View All Images
Dataset Split
Train Set 87%
825Images
Valid Set 8%
78Images
Test Set 4%
42Images
Preprocessing
Auto-Orient: Applied
Resize: Stretch to 416x416
Augmentations
Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Rotation: Between -36° and +36°
Grayscale: Apply to 30% of images
Blur: Up to 1.5px
Bounding Box: Crop: 0% Minimum Zoom, 38% Maximum Zoom
Bounding Box: Shear: ±21° Horizontal, ±19° Vertical
Bounding Box: Exposure: Between -15% and +15%
Bounding Box: Noise: Up to 10% of pixels